{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thu Sep 26 14:04:11 PDT 2019\r\n"
     ]
    }
   ],
   "source": [
    "import numpy as np, matplotlib.pyplot as plt, pandas as pd\n",
    "pd.set_option('display.max_rows', 10)\n",
    "!date\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Expert priors in DisMod-MR\n",
    "\n",
    "Take a look at some of the expert priors for the age-specific rate model in DisMod-MR."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# if dismod_mr is not installed, it should possible to use\n",
    "# !conda install --yes pymc\n",
    "# !pip install dismod_mr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import dismod_mr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fit with no data\n",
    "\n",
    "Let's start with a model with no data, to see the default prior."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.core.pylabtools import figsize\n",
    "figsize(11, 5.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "finding initial values\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/ihme/homes/abie/projects/2019/dismod_mr/src/dismod_mr/model/priors.py:123: RuntimeWarning: divide by zero encountered in log\n",
      "  lower=np.log(model.parameters[name]['level_bounds']['lower']),\n",
      "/homes/abie/.conda/envs/dismod_mr/lib/python3.6/site-packages/pymc/NormalApproximation.py:380: RuntimeWarning: divide by zero encountered in log\n",
      "  self.data_len) - 2. * lnL  # k ln(n) - 2 ln(L)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ". "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/homes/abie/.conda/envs/dismod_mr/lib/python3.6/site-packages/pymc/NormalApproximation.py:380: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  self.data_len) - 2. * lnL  # k ln(n) - 2 ln(L)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ". . \n",
      "finding MAP estimate\n",
      "\n",
      "finding step covariances estimate\n",
      "\n",
      "resetting initial values (1)\n",
      ". . . \n",
      "resetting initial values (2)\n",
      "\n",
      "sampling from posterior\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/ihme/homes/abie/projects/2019/dismod_mr/src/dismod_mr/model/priors.py:126: RuntimeWarning: divide by zero encountered in log\n",
      "  log_mu_min = np.log(mu.min())\n",
      "/ihme/homes/abie/projects/2019/dismod_mr/src/dismod_mr/model/priors.py:143: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  lower_violation = min(0., log_mu_min - lower)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 5min 14s, sys: 22 s, total: 5min 36s\n",
      "Wall time: 5min 5s\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 792x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dm = dismod_mr.data.ModelData()\n",
    "\n",
    "dm.set_level_bounds('p', lower=0, upper=.1)\n",
    "\n",
    "dm.setup_model('p')\n",
    "\n",
    "%time dm.fit(how='mcmc', iter=20_000, burn=10_000, thin=10)\n",
    "\n",
    "dm.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "finding initial values\n",
      ". . . \n",
      "finding MAP estimate\n",
      "\n",
      "finding step covariances estimate\n",
      "\n",
      "resetting initial values (1)\n",
      ". . . \n",
      "resetting initial values (2)\n",
      "\n",
      "sampling from posterior\n",
      "\n",
      "CPU times: user 35.7 s, sys: 32 ms, total: 35.8 s\n",
      "Wall time: 35.7 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dm = dismod_mr.data.ModelData()\n",
    "\n",
    "dm.set_level_bounds('p', lower=0, upper=.1)\n",
    "dm.set_knots('p', [0,100])\n",
    "\n",
    "dm.setup_model('p')\n",
    "\n",
    "%time dm.fit(how='mcmc', iter=20_000, burn=10_000, thin=10)\n",
    "\n",
    "dm.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "finding initial values\n",
      ". . . \n",
      "finding MAP estimate\n",
      "\n",
      "finding step covariances estimate\n",
      "\n",
      "resetting initial values (1)\n",
      ". . . \n",
      "resetting initial values (2)\n",
      "\n",
      "sampling from posterior\n",
      "\n",
      "CPU times: user 37.7 s, sys: 20 ms, total: 37.7 s\n",
      "Wall time: 37.7 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dm = dismod_mr.data.ModelData()\n",
    "\n",
    "dm.set_level_bounds('p', lower=0, upper=1)\n",
    "dm.set_level_value('p', age_before=1, age_after=100, value=.2)\n",
    "dm.set_knots('p', [0, 50, 100])\n",
    "\n",
    "dm.setup_model('p')\n",
    "\n",
    "%time dm.fit(how='mcmc', iter=20_000, burn=10_000, thin=10)\n",
    "\n",
    "dm.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "finding initial values\n",
      ". . . \n",
      "finding MAP estimate\n",
      "\n",
      "finding step covariances estimate\n",
      "\n",
      "resetting initial values (1)\n",
      ". . . \n",
      "resetting initial values (2)\n",
      "\n",
      "sampling from posterior\n",
      "\n",
      "CPU times: user 41.9 s, sys: 36 ms, total: 41.9 s\n",
      "Wall time: 41.9 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x396 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dm = dismod_mr.data.ModelData()\n",
    "\n",
    "dm.set_level_bounds('p', lower=0, upper=1)\n",
    "dm.set_knots('p', [0, 50, 100])\n",
    "dm.set_increasing('p', age_start=0, age_end=100)  # FIXME: seems like this isn't working\n",
    "\n",
    "dm.setup_model('p')\n",
    "\n",
    "%time dm.fit(how='mcmc', iter=20_000, burn=10_000, thin=10)\n",
    "\n",
    "dm.plot()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thu Sep 26 14:11:42 PDT 2019\r\n"
     ]
    }
   ],
   "source": [
    "!date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "dismod_mr",
   "language": "python",
   "name": "dismod_mr"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
